Research Article

EX-Action: Automatically Extracting Threat Actions from Cyber Threat Intelligence Report Based on Multimodal Learning

Algorithm 1

Threat actions identification.
Require:
Input:
Training Set: ; is the candidate action of machine identification, is the action feature value, which contains 9 values
is the action of manual extraction
Base classification learners:
:
 for each do
  for each do
    is the predicted value of action in the Base classification Learners
  end for
   is the weighted of action in the Base classification Learners
  if is the action weight, is the optimal voting threshold then
    is the selected action set
    is the similarity of the action between the ground truth and machine identification
  end if
  if is the optimal similarity threshold then
    is correct action
  end if
 end for
Output: